Modeling and docking antibody structures with Rosetta
Brian D. Weitzner, Jeliazko Jeliazkov, Sergey Lyskov, Nicholas A Marze, Daisuke Kuroda, Rahel Frick, Naireeta Biswas, Jeffrey J Gray
Abstract
We describe Rosetta-based computational protocols for predicting the three-dimensional structure of an antibody from sequence and then docking the antibody-protein-antigen complexes. Antibody modeling leverages canonical loop conformations to graft large segments from experimentally-determined structures as well as (1) energetic calculations to minimize loops, (2) docking methodology to refine the VL-VH relative orientation, and (3) de novo prediction of the elusive complementarity determining region (CDR) H3 loop. To alleviate model uncertainty, antibody-antigen docking resamples CDR loop conformations and can use multiple models to represent an ensemble of conformations for the antibody, the antigen or both. These protocols can be run fully-automated via the ROSIE web server or manually on a computer with user control of individual steps. For best results, the protocol requires roughly 2,500 CPU-hours for antibody modeling and 250 CPU-hours for antibody-antigen docking. Tasks can be completed in under a day by using public supercomputers.
02 /Specification & Classification
Click any tag to browse matching papersReproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Robustification of RosettaAntibody and Rosetta SnugDock
J. R. Jeliazkov, R. Frick, … J. J. Gray·bioRxiv·May 26, 2020
- Towards the accurate modelling of antibody-antigen complexes from sequence using machine learning and information-driven docking
Marco Giulini, Constantin Schneider, … Alexandre M. J. J. Bonvin·BioinformaticsPeer-reviewed·Sep 27, 2024
- Improved structural modelling of antibodies and their complexes with clustered diffusion ensembles
Marco Giulini, Xiaotong Xu, Alexandre M. J. J. Bonvin·bioRxiv·Feb 24, 2025
- Fast and accurate modeling and design of antibody-antigen complex using tFold
Fandi Wu, Yu Shan Zhao, … Jianhua Yao·bioRxiv·Feb 5, 2024
- ABlooper: Fast accurate antibody CDR loop structure prediction with accuracy estimation
Brennan Abanades, Guy J. Georges, … Charlotte Mary Deane·BioinformaticsPeer-reviewed·Jan 27, 2022
- RosettaAntibodyDesign (RAbD): A General Framework for Computational Antibody Design
J. Adolf-Bryfogle, O. Kalyuzhniy, … R. L. Dunbrack·bioRxiv·Apr 12, 2018